Navigating energy landscapes for materials discovery: Integrating modeling, simulation, and machine learning by Sajid Mannan, Vaibhav Bihani, N. M. Anoop Krishnan, John C. Mauro

“…However, the curse of dimensionality prohibits one from enumerating and visualizing the energy landscape—the energy landscape of an N‐atom system has 3N dimensions. …”
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Intelligent BIM Searching via Deep Embedding of Geometric, Semantic, and Topological Features by Pin-Hao Huang, Sheng-Yu Song, Zhen Xu, Zhen-Zhong Hu, Jia-Rui Lin

“…Experiments show that the proposed approach demonstrates an efficiency of 780 times greater than manual retrieval methods and 4–6% more efficient than traditional methods. …”
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Non-local spatiotemporal fusion incorporating optical flow estimation and spatial-spectral mitigation-based residual by Yaxu Wang, Xiaobo Luo, Hongwei Ye

“…Extensive experiments demonstrate that our method outperforms other weighted-based methods visually and quantitatively.…”
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Debridement and bone graft fusion via the lateral extracavitary approach combined with lateral and posterior screw-rod fixation in the treatment of thoracic spinal tuberculosis: A... by Shuanhu Lei, Jianwei Zhou, Li Guo, Xiaoli Guan, Mingtao Zhang, Haiyuan Yue, Xuewen Kang

“…We have practiced an efficient and safe surgical method. Methods: From January 2013 to April 2021, 38 patients with thoracic spinal TB were included in our study. …”
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General aspects of COVID-19 in pediatric patients by Osleidys Rojas-Silva, Alejandro Jarol Pavón-Rojas, Lisvan Cisnero-Reyes, Sergio Orlando Escalona-González

“…The analysis-synthesis, induction-deduction and historical-logical methods were used. Development: to characterize the disease, there are abundant scientific articles worldwide, pediatric patients are equally affected than the rest of the population. …”
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Med-DGTN: Dynamic Graph Transformer with Adaptive Wavelet Fusion for multi-label medical image classification by Guanyu Zhang, Yan Li, Tingting Wang, Guokun Shi, Li Jin, Zongyun Gu, Zongyun Gu

“…To address these challenges, we propose Med-DGTN, a dynamically integrated framework designed to advance multi-label classification performance in clinical imaging analytics.MethodsThe proposed Med-DGTN (Dynamic Graph Transformer Network with Adaptive Wavelet Fusion) introduces three key innovations: (1) A cross-modal alignment mechanism integrating convolutional visual patterns with graph-based semantic dependencies through conditionally reweighted adjacency matrices; (2) Wavelet-transform-enhanced dense blocks (WTDense) employing multi-frequency decomposition to amplify low-frequency pathological biomarkers; (3) An adaptive fusion architecture optimizing multi-scale feature hierarchies across spatial and spectral domains.ResultsValidated on two public medical imaging benchmarks, Med-DGTN demonstrates superior performance across modalities: (1) Achieving a mean average precision (mAP) of 70.65% on the retinal imaging dataset (MuReD2022), surpassing previous state-of-the-art methods by 2.68 percentage points. (2) On the chest X-ray dataset (ChestXray14), Med-DGTN achieves an average Area Under the Curve (AUC) of 0.841. …”
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Bacteriome of the soil affected by hostilities as a source of isolation of plant growth-promoting metal-resistant bacteria by Olha Maslovska, Solomiia Komplikevych, Diana Zinchuk, Andriy Hnatush, Yeva Zaritska, Oleksiy Telehuz, Svitlana Hnatush

“…Abstract Background The work is aimed at a comprehensive analysis of soil changes after a mortar shell explosion, including the study of changes in the bacteriome composition, the physical and chemical properties of the soil, and the search for plant growth-promoting (PGP) metal-resistant bacteria. Methods Soil samples from the mortar shell crater and the visually not-affected area were examined. …”
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Using statistical analysis to evaluate enterprise performance in the Python programming environment by O. G. Konyukova, F. F. Baratova

“…The scientific article used the main research methods: monographic, comparative analysis, classification and generalization. …”
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Organising Competition Using Online Form Technology as a Means of Increasing Chinese Students' Motivation in Learning RFL by Jiang Tao

“…The article discusses the need to improve the method of monitoring extracurricular activities in order to increase the motivation of Chinese students in the absence of a natural language environment. …”
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Primiparous and multiparous women's birthing experiences and satisfaction with pain management in the first and second stages of vaginal delivery—A prospective cohort study by Katja Mäkelä, Outi Palomäki, Mika Helminen, Jukka Uotila

“…We wanted to evaluate the impact of pain relief on the birthing experience during the first and second stages of labor among primiparous and multiparous women. Material and Methods A total of 2042 parturients (953 primiparous and 1089 multiparous women) completed a questionnaire on the second day after vaginal delivery and, using visual analogue scale (VAS), assessed their experience and satisfaction with their pain management during the first and second stages of labor. …”
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Mobile Technologies in Teaching Mathematics by T. P. Pushkareva, N. V. Titovskaya, S. N. Titovsky

“…The relevance of the paper is due to the need to introduce new methods and means of teaching in connection with the increasing integration of mobile technologies into all areas of life, the interests and characteristics of the new, networked generation of students, the limited possibilities of using innovative methods and means of teaching mathematics due to the conduct of classes outside the computer lab.Materials and methods. …”
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Validity assessment of a third-generation light-induced fluorescence device in detecting proximal and occlusal caries lesions: A cross-sectional study by Ahmad Bittar, Tuba Çetin, Gizem Meva Başyiğit, Burcu Gözetici‑Çil

“…All occlusal surfaces were evaluated in accordance with the International Caries Detection and Assessment System (ICDAS) Nyvad Criteria, using the visual tactile method. The ICDAS employs a scoring system ranging from 0 to 6, while the Nyvad Criteria employs a similar scoring system. …”
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A Novel Intensity-Corrected Blue Channel Compensation and Edge-Preserving Contrast Enhancement Using Laplace Filter and Sigmoid Function for Sand-Dust Image Enhancement by Muhammad Khawaja Kashif Masood, Enrique Nava Baro, Pablo Otero Roth

“…The evaluation results confirm that the proposed method outperforms all previous and advanced deep learning methods in terms of visual quality, metrics, time complexity, and energy efficiency, making it a promising solution for sand-dust image enhancement in real-world applications.…”
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Indications and Limitations of Resection and Ligaments Repair for Os Subfibulare Based on the Hasegawa Classification by Naohiro Hio MD, PhD, Masanori Taki MD, PhD, Atsushi Hasegawa MD, PhD

“…Despite the lack of consensus on surgical indications and methods for symptomatic, treatment-resistant OS, surgery is often performed. …”
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Revolutionizing Sleep Science: A Narrative Review of the Historical Origins and Current Applications of Sleep Neuroimaging by Kay DB, Duraccio KM, Michels L, Siclari F, Karim HT, Davis EB, Wilkins IJ

“…In this article, we review the historical advancements and applications that grew out of somnography leading to current sleep neuroimaging methods. We highlight the power of somnoimages to help visualize sleep research results and communicate complex information about sleep processes. …”
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Research on the association between beverages consumption and cancer by Alapati Waili, Shayidan Abdunayim, Maidina Talifu, Zhaoxin Zhuo, Maidina Ruzimaimaiti, Liwen Tao, Wei Han

“…Utilizing bibliometric methods, we analyzed the publications using R software, VOSviewer, and CiteSpace. …”
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Streamlined Quantification of p-γ-H2AX Foci for DNA Damage Analysis in Melanoma and Melanocyte Co-cultures Exposed to FLASH Irradiation Using Automated Image Cytometry by Stefana Orobeti, Ioana Dinca, Alexandra Bran, Ion Tiseanu, Felix Sima, Stefana Petrescu, Livia Sima

“…These electrophoresis-based methods require high ionizing radiation dosages and are difficult to reproduce compared to imaging-based assays. …”
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Identifying predators from saliva at kill sites with limited remains by Laurel E. Peelle, Aaron J. Wirsing, Kristine L. Pilgrim, Michael K. Schwartz

“…ABSTRACT Kill‐site investigations can yield valuable data about elusive predators and predator–prey interactions, provided the predator species can be definitively identified as the one responsible for the predation event. The traditional method of visually analyzing prey remains to identify predators is prone to observer bias and may be particularly challenging when few remains are present or in systems with congeneric predators. …”
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Rethinking Ecopedagogy in Web-Based History Learning: A Critical Examination of Its Impact on Students' Ecoliteracy by Leni Marpelina, Sariyatun Sariyatun, Andayani Andayani

“…However, history is often taught through passive methods, with minimal use of interdisciplinary ecological approaches. …”
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Statistics on the Industry Structure of the Russian Economy and its Optimization Model by O. V. Morozov, M. A. Vasiliev

“…The assessment of the export-import potential of the domestic economy is based on statistical data on the cost of output of goods and services for 2014-2018. Econometric methods of processing the initial data and tabular methods of visualizing the results of the study were used. …”
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